05 / HYBRID
FIG. 5 · BOTH, JOINED
When to run both and join them
The mature pattern is not a choice, it is a split. Take the API for the records it covers well, scrape
the gap, join on a stable key.
PATTERN 1
API for the spine, scraping for the ribs
Pull the canonical product or company records from the API, because volume and stability are
what you want there. Scrape the volatile, high-signal fields the API omits and attach them to
the same key.
PATTERN 2
Scraping as the validator
Feeds go stale and lie. A scheduled robot that reads the live page and flags disagreements with
the API is a cheap data-quality check, and it catches the deprecations nobody emailed you about.
PATTERN 3
Scraping behind your own API
If a source has no API, build one. A robot on a schedule plus a
web scraping API endpoint turns any
site into a JSON feed your apps can call, and from there you can
wire it into your warehouse and apps like any
other source.
Whichever side you land on, the maintenance question decides the total cost. An API you integrate once is
cheap forever. A scraper you repair every six weeks is expensive even if the license is free. That is the
argument for a tool that self-heals: see
how to scrape data from any website
for the walkthrough, the
2026 tool comparison
if you are still shortlisting, and the
pricing page for what a flat plan costs against a
metered one.